We propose a text editor to help users plan, structure and reflect on their writing process. It provides continuously updated paragraph-wise summaries as margin annotations, using automatic text summarization. Summary levels range from full text, to selected (central) sentences, down to a collection of keywords. To understand how users interact with this system during writing, we conducted two user studies (N=4 and N=8) in which people wrote analytic essays about a given topic and article. As a key finding, the summaries gave users an external perspective on their writing and helped them to revise the content and scope of their drafted paragraphs. People further used the tool to quickly gain an overview of the text and developed strategies to integrate insights from the automated summaries. More broadly, this work explores and highlights the value of designing AI tools for writers, with Natural Language Processing (NLP) capabilities that go beyond direct text generation and correction.
翻译:我们建议一个文本编辑器,以帮助用户规划、结构和思考其写作过程,它提供不断更新的段落性摘要,作为边际说明,使用自动文本摘要;摘要层次从全文到选定的(中央)句子,到关键词集不等;为了了解用户在写作期间如何与这一系统互动,我们进行了两项用户研究(N=4和N=8),人们在其中就某一专题和文章撰写分析文章;作为一项关键发现,摘要从外部角度向用户介绍其写作,帮助他们修改起草段落的内容和范围;人们还利用这一工具快速了解文本,并制订战略,从自动摘要中集思广益;更广义地说,这项工作探索并突出了为作者设计人工智能工具的价值,而自然资源处理能力超出了直接生成和校正。